Bibliographic record
Abstract
This chapter considers a range of Scottish writers associated with the late-Victorian romance revival – Stevenson, Conan Doyle, Lang, Barrie, Jacob and Buchan– and examines the ways in which each writer’s work contributed to cultural revivalism in Scotland. After identifying a key context that many revivalists felt was inhibiting the health of Scottish nationality – the Highland-Lowland cultural divide – the chapter goes on to scrutinise the various ways that Stevenson’s writings interrogated that divide and attempted to demonstrate greater national connection between the different geographies and cultures of Scotland. While his correspondent, Arthur Conan Doyle, was less directly aligned to Scottish cultural revivalism, we witness his concerns with Anglocentrism in The Mystery of Cloomber and The Lost World, the latter of which reflects his changing views around the question of Home Rule. The latter sections of the chapter consider some of the ways in which we can link the work of Lang, Barrie, Jacob and Buchan to fin-de-siècle Scottish cultural revivalism.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.010 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.007 | 0.001 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".